Anti-Slop Scanner + Plateau Detection — Integration Guide
Anti-Slop Scanner
Path: scripts/anti-slop-scanner.py Type: Mechanical, zero-LLM-cost regex scanner Calibrated for: AJ Crabill’s newsletter voice (ajc-short register)
What it checks
Tier 1 banned words (kill on sight — AJ never uses these)
Tier 2 suspicious words in clusters (3+ per paragraph)
Tier 3 filler phrases (zero information)
Structural tics (excluding contrastive negation — AJ’s signature device)
Em-dashes and en-dashes (BANNED – AJ’s standard is no em-dashes; use “–”). Each unicode dash is flagged as a violation.
Transition over-openers (AJ baseline ~1.6/1k words)
How to use
Quick check
| cat draft.txt | python3 scripts/anti-slop-scanner.py |
Verbose mode for revision
| cat draft.txt | python3 scripts/anti-slop-scanner.py –verbose |
Raw JSON for programmatic use
| cat draft.txt | python3 scripts/anti-slop-scanner.py –json |
Action thresholds
Differences from generic anti-slop (book-autogenesis)
“not X but Y” is NOT penalized (AJ’s signature newsletter device)
“leverage”, “robust”, “illuminate” excluded from Tier 2 (AJ uses at low frequency)
“navigate” excluded (AJ uses in “navigate conflict” context)
Em-dashes and en-dashes are flagged as violations (AJ’s current standard is no em-dashes; use “–”)
Plateau Detection
Built into the revision loop. When running red-team + scoring gate cycles:
After each cycle, record (voice_score, fidelity_score)
If 3 consecutive cycles show all scores within ±0.03 of each other, break
Surface the best version (highest combined score)
This prevents infinite loops on pieces that are close but won’t get closer.
Integration into the 4-layer pipeline
Write → Anti-Slop Scan (pre-check)
↓
If slop > 3.0: voice re-alignment pass → re-scan
↓
Score → PASS (both ≥0.9)? → deliver
↓ FAIL
Red-team (3 passes + reader panel) → revise
↓
Re-score → PASS? → deliver
↓ FAIL
↓ (check plateau: 3 cycles stable?)
↓
If plateau → deliver best version + note
↓
Else → repeat red-team + revise
- Year-End Closeout — Closing the Third Full Cycle
- Superintendent Evaluation — Three Years of Governance Data
- Q2 Community Progress Report — Year-Over-Year Transparency
- Spring Data Review — The Board's Eighth Data Experience
- Post-Budget Adoption — What the Board Commits to Monitor
- Budget Adoption — From Compliance to Verification
- Public Hearing Preparation — The Year Three Protocol
- Q1 Governance Health Check — Year Three Self-Assessment
- From Goals to Dollars — Year Three Budget Direction
- The Year Three Budget Crosswalk — Precision Instrument
- Goal Adoption with Renewal — Three Years of Trend Data
- Spring 2029 Governance Launch — Year Three Starts Now
- Previewing Spring 2029 — The Board's Governance Roadmap Through June
- The December Organizational Meeting — Setting Up Year Three of Governance
- Year-End Governance Review — Closing the Second Full Cycle
- November Governance Reset — Closing the Calendar Before Year-End
- Superintendent Partnership — Year Two Post-Evaluation Dynamics
- Mid-Year Budget Direction — Setting the Foundation for January's Crosswalk
- Goal Trajectory Check — Are the Fall Cycle Goals on Track?
- October Governance Check — Did the Board Execute What It Renewed?
- Fall Community Progress Report — Year Two Communication
- From Data to Dollars — Connecting October's Review to the Budget Outlook
- The October Data Review — Running Progress Monitoring With Experience
- Fall Governance Launch — Year Two Starts Now
- September Community Connection — Communicating the Year Ahead Before Fall Execution
- Goal Renewal — Checking Whether the Fall Cycle Goals Are on Track
- Fall Budget Monitoring Launch — From Budget Adoption to Ongoing Oversight
- September Data Review Preparation — Setting Up October's First Data Review
- August Board Work Session — Closing Summer Governance, Opening Fall Execution
- Superintendent Partnership Refresh — What Changes After a Full Evaluation Cycle
- Board Committee Renewal — Fresh Assignments for the New Governance Cycle
- Governance Calendar Construction — Building the Fall 2028 Execution Timeline
- The August Organizational Meeting — Setting Up the 2028-29 Governance Year
- Summer Learning, Renewed — What an Experienced Board Reads and Does Between Cycles
- Budget Implementation Check-In — The Board's Role After July 1
- Post-Evaluation Implementation — Turning Superintendent Growth Areas into Summer Action
- Post-Evaluation Implementation — Turning Superintendent Growth Areas into Summer Action
- Post-Evaluation Implementation — Turning Superintendent Growth Areas into Summer Action
- The Summer Renewal — What Changes When a Board Has a Full Cycle Behind It
- Year-End Governance Closeout — Academic Year Wrap-Up and Summer Preparation
- Summer Governance Prep: Your Reading List and Action Items Before Fall
- Board Self-Evaluation — The Four-Question Protocol That Turns the Lens on the Board
- Looking Ahead to Fall 2028: The Second Half of the Governance Cycle
- Superintendent Evaluation Day — Process, Rubric, Written Findings, and Board Vote
- End-of-Year Progress Monitoring: The Final Data Check Before Summer
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- June Board Self-Evaluation: How Did You Perform in the First Half of the 2028 Governance Cycle?
- Summer Board Work Session Planning: What to Accomplish Before the Fall
- End-of-Year Data Review: What to Gather Before the June Progress Monitoring Check-In
- Mid-Spring Governance Check — Superintendent Evaluation Preview and Year-End Projections
- Superintendent Mid-Year Check-In: Evaluating Progress Against the Adopted Goals
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- Mid-Year Resource Alignment: Is the Budget Still Serving Your Goals at Q2?
- Spring Data Review — The Third Progress Monitoring Check-In of 2028
- Q2 Progress Monitoring Check-In: Mid-Year Data and the Board's Second Look
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- Final Budget Adoption: What Your Board's Vote Actually Commits To
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